Jakub Połeć

Before capital is committed or a strategy goes into production, I review the research behind it: data quality and point-in-time integrity, assumptions, portfolio construction, transaction costs, and the risk of overfitting or information leakage.

You receive: a written assessment of what the evidence supports, where the results may be misleading and which issues need further testing or correction.

When research, data, portfolio management, risk, and execution need to work together, I design the architecture or assess what is already in place. I examine data flows, system boundaries, and operational requirements, including how decisions and results can be traced and reproduced.

You receive: an architecture proposal and an implementation roadmap, with priorities, dependencies, and technical trade-offs made explicit.

Before investing in a business, selecting a platform or committing to a major technology project, I independently assess the underlying technology, models and engineering practices. I examine whether the system supports its claims and what it will take to operate, maintain and extend it.

You receive: a structured assessment of strengths, material risks, unresolved questions and recommended next steps.